Overview
Brought to you by YData
Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 309392 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 56.1 MiB |
| Average record size in memory | 190.0 B |
Variable types
| Numeric | 8 |
|---|---|
| DateTime | 1 |
| Categorical | 1 |
Patient_ID is highly overall correlated with Unnamed: 0 | High correlation |
Unnamed: 0 is highly overall correlated with Patient_ID | High correlation |
calories is highly overall correlated with steps | High correlation |
heart_rate is highly overall correlated with steps | High correlation |
steps is highly overall correlated with calories and 1 other fields | High correlation |
carb_input is highly skewed (γ1 = 61.34612753) | Skewed |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
calories has 7200 (2.3%) zeros | Zeros |
steps has 219350 (70.9%) zeros | Zeros |
basal_rate has 115451 (37.3%) zeros | Zeros |
bolus_volume_delivered has 305797 (98.8%) zeros | Zeros |
carb_input has 306746 (99.1%) zeros | Zeros |
Reproduction
| Analysis started | 2025-08-20 20:10:41.730577 |
|---|---|
| Analysis finished | 2025-08-20 20:10:48.161958 |
| Duration | 6.43 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Unnamed: 0
Real number (ℝ)
High correlation  Uniform  Unique 
| Distinct | 309392 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 154695.5 |
| Minimum | 0 |
|---|---|
| Maximum | 309391 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15469.55 |
| Q1 | 77347.75 |
| median | 154695.5 |
| Q3 | 232043.25 |
| 95-th percentile | 293921.45 |
| Maximum | 309391 |
| Range | 309391 |
| Interquartile range (IQR) | 154695.5 |
Descriptive statistics
| Standard deviation | 89313.922 |
|---|---|
| Coefficient of variation (CV) | 0.57735307 |
| Kurtosis | -1.2 |
| Mean | 154695.5 |
| Median Absolute Deviation (MAD) | 77348 |
| Skewness | 0 |
| Sum | 4.786155 × 1010 |
| Variance | 7.9769766 × 109 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 206267 | 1 | < 0.1% |
| 206265 | 1 | < 0.1% |
| 206264 | 1 | < 0.1% |
| 206263 | 1 | < 0.1% |
| 206262 | 1 | < 0.1% |
| 206261 | 1 | < 0.1% |
| 206260 | 1 | < 0.1% |
| 206259 | 1 | < 0.1% |
| 206258 | 1 | < 0.1% |
| Other values (309382) | 309382 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 309391 | 1 | |
| 309390 | 1 | |
| 309389 | 1 | |
| 309388 | 1 | |
| 309387 | 1 | |
| 309386 | 1 | |
| 309385 | 1 | |
| 309384 | 1 | |
| 309383 | 1 | |
| 309382 | 1 |
time
Date
| Distinct | 228802 |
|---|---|
| Distinct (%) | 74.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 MiB |
| Minimum | 2018-06-13 18:40:00 |
|---|---|
| Maximum | 2022-05-18 12:15:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
glucose
Real number (ℝ)
| Distinct | 23077 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 141.42505 |
| Minimum | 40 |
|---|---|
| Maximum | 444 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 MiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 66 |
| Q1 | 99.666667 |
| median | 132 |
| Q3 | 173 |
| 95-th percentile | 251.33333 |
| Maximum | 444 |
| Range | 404 |
| Interquartile range (IQR) | 73.333333 |
Descriptive statistics
| Standard deviation | 57.085587 |
|---|---|
| Coefficient of variation (CV) | 0.40364551 |
| Kurtosis | 1.0182307 |
| Mean | 141.42505 |
| Median Absolute Deviation (MAD) | 36 |
| Skewness | 0.93078647 |
| Sum | 43755779 |
| Variance | 3258.7642 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 113 | 1330 | 0.4% |
| 114 | 1324 | 0.4% |
| 123 | 1304 | 0.4% |
| 111 | 1300 | 0.4% |
| 121 | 1297 | 0.4% |
| 124 | 1293 | 0.4% |
| 117 | 1283 | 0.4% |
| 119 | 1275 | 0.4% |
| 118 | 1272 | 0.4% |
| 106 | 1270 | 0.4% |
| Other values (23067) | 296444 |
| Value | Count | Frequency (%) |
| 40 | 1175 | |
| 40.33333333 | 17 | < 0.1% |
| 40.42857143 | 1 | < 0.1% |
| 40.66666667 | 35 | < 0.1% |
| 41 | 58 | < 0.1% |
| 41.08130081 | 1 | < 0.1% |
| 41.16260163 | 1 | < 0.1% |
| 41.24390244 | 1 | < 0.1% |
| 41.32520325 | 1 | < 0.1% |
| 41.33333333 | 39 | < 0.1% |
| Value | Count | Frequency (%) |
| 444 | 1 | |
| 443.5 | 1 | |
| 442.6666667 | 1 | |
| 441.8333333 | 1 | |
| 441 | 1 | |
| 439 | 1 | |
| 438 | 1 | |
| 437 | 1 | |
| 433.3333333 | 1 | |
| 430.6666667 | 1 |
calories
Real number (ℝ)
High correlation  Zeros 
| Distinct | 24133 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.8135679 |
| Minimum | 0 |
|---|---|
| Maximum | 106.35 |
| Zeros | 7200 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.217 |
| Q1 | 5.8460999 |
| median | 6.2780998 |
| Q3 | 9.1930598 |
| 95-th percentile | 22.8966 |
| Maximum | 106.35 |
| Range | 106.35 |
| Interquartile range (IQR) | 3.3469599 |
Descriptive statistics
| Standard deviation | 6.9304488 |
|---|---|
| Coefficient of variation (CV) | 0.78633862 |
| Kurtosis | 12.030762 |
| Mean | 8.8135679 |
| Median Absolute Deviation (MAD) | 1.6003001 |
| Skewness | 3.0276378 |
| Sum | 2726847.4 |
| Variance | 48.031121 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.154999733 | 42517 | 13.7% |
| 6.17200017 | 20321 | 6.6% |
| 4.496999979 | 9117 | 2.9% |
| 0 | 7200 | 2.3% |
| 4.234499931 | 6029 | 1.9% |
| 4.217000008 | 5200 | 1.7% |
| 6.295440078 | 4996 | 1.6% |
| 6.278099775 | 4357 | 1.4% |
| 4.586939991 | 3082 | 1.0% |
| 6.278099775 | 3014 | 1.0% |
| Other values (24123) | 203559 |
| Value | Count | Frequency (%) |
| 0 | 7200 | |
| 3.918499947 | 856 | 0.3% |
| 3.996869981 | 191 | 0.1% |
| 4.025000036 | 1669 | 0.5% |
| 4.068500102 | 814 | 0.3% |
| 4.075239956 | 10 | < 0.1% |
| 4.075240016 | 88 | < 0.1% |
| 4.105500042 | 327 | 0.1% |
| 4.149870098 | 188 | 0.1% |
| 4.153609991 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 106.3500004 | 1 | |
| 98.83459854 | 2 | |
| 98.69279861 | 1 | |
| 97.84200001 | 1 | |
| 92.45359993 | 1 | |
| 91.7446003 | 1 | |
| 89.33399963 | 1 | |
| 89.05039978 | 1 | |
| 88.9085989 | 1 | |
| 86.4980011 | 2 |
heart_rate
Real number (ℝ)
High correlation 
| Distinct | 155668 |
|---|---|
| Distinct (%) | 50.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.990001 |
| Minimum | 32.407773 |
|---|---|
| Maximum | 195.61538 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 MiB |
Quantile statistics
| Minimum | 32.407773 |
|---|---|
| 5-th percentile | 56.319672 |
| Q1 | 64.930233 |
| median | 75.418726 |
| Q3 | 85.612685 |
| 95-th percentile | 105.99631 |
| Maximum | 195.61538 |
| Range | 163.20761 |
| Interquartile range (IQR) | 20.682453 |
Descriptive statistics
| Standard deviation | 15.546699 |
|---|---|
| Coefficient of variation (CV) | 0.2019314 |
| Kurtosis | 0.95595354 |
| Mean | 76.990001 |
| Median Absolute Deviation (MAD) | 10.35812 |
| Skewness | 0.83484325 |
| Sum | 23820090 |
| Variance | 241.69984 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 70 | 430 | 0.1% |
| 74 | 181 | 0.1% |
| 71 | 167 | 0.1% |
| 72 | 166 | 0.1% |
| 77 | 164 | 0.1% |
| 81 | 162 | 0.1% |
| 82 | 159 | 0.1% |
| 76 | 158 | 0.1% |
| 64 | 157 | 0.1% |
| 80 | 155 | 0.1% |
| Other values (155658) | 307493 |
| Value | Count | Frequency (%) |
| 32.40777256 | 1 | |
| 32.51501909 | 1 | |
| 33.05195711 | 1 | |
| 33.42267674 | 1 | |
| 34.39859267 | 1 | |
| 35.17972556 | 1 | |
| 36.3986992 | 1 | |
| 37.11538462 | 1 | |
| 37.36363636 | 1 | |
| 37.83514559 | 1 |
| Value | Count | Frequency (%) |
| 195.6153846 | 1 | |
| 185.1153846 | 1 | |
| 181.1785714 | 1 | |
| 178.7619048 | 1 | |
| 178.3529412 | 1 | |
| 178.3467742 | 1 | |
| 177.5777778 | 1 | |
| 177.5384615 | 1 | |
| 176.826087 | 1 | |
| 175.7631579 | 1 |
steps
Real number (ℝ)
High correlation  Zeros 
| Distinct | 706 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.825005 |
| Minimum | 0 |
|---|---|
| Maximum | 842 |
| Zeros | 219350 |
| Zeros (%) | 70.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 11 |
| 95-th percentile | 191 |
| Maximum | 842 |
| Range | 842 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 84.981109 |
|---|---|
| Coefficient of variation (CV) | 2.7568887 |
| Kurtosis | 17.531028 |
| Mean | 30.825005 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.9790262 |
| Sum | 9537010 |
| Variance | 7221.7888 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 219350 | |
| 7 | 2309 | 0.7% |
| 8 | 2168 | 0.7% |
| 6 | 1849 | 0.6% |
| 9 | 1832 | 0.6% |
| 10 | 1551 | 0.5% |
| 11 | 1328 | 0.4% |
| 4 | 1328 | 0.4% |
| 12 | 1226 | 0.4% |
| 15 | 1213 | 0.4% |
| Other values (696) | 75238 | 24.3% |
| Value | Count | Frequency (%) |
| 0 | 219350 | |
| 1 | 118 | < 0.1% |
| 2 | 107 | < 0.1% |
| 3 | 82 | < 0.1% |
| 4 | 1328 | 0.4% |
| 5 | 918 | 0.3% |
| 6 | 1849 | 0.6% |
| 7 | 2309 | 0.7% |
| 8 | 2168 | 0.7% |
| 9 | 1832 | 0.6% |
| Value | Count | Frequency (%) |
| 842 | 1 | |
| 790 | 1 | |
| 786 | 1 | |
| 785 | 1 | |
| 784 | 1 | |
| 780 | 1 | |
| 779 | 1 | |
| 776 | 1 | |
| 775 | 1 | |
| 769 | 1 |
basal_rate
Real number (ℝ)
Zeros 
| Distinct | 115 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.041323558 |
| Minimum | 0 |
|---|---|
| Maximum | 0.25 |
| Zeros | 115451 |
| Zeros (%) | 37.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.056 |
| Q3 | 0.066 |
| 95-th percentile | 0.0875 |
| Maximum | 0.25 |
| Range | 0.25 |
| Interquartile range (IQR) | 0.066 |
Descriptive statistics
| Standard deviation | 0.036106152 |
|---|---|
| Coefficient of variation (CV) | 0.87374256 |
| Kurtosis | 0.63971123 |
| Mean | 0.041323558 |
| Median Absolute Deviation (MAD) | 0.017333333 |
| Skewness | 0.42914736 |
| Sum | 12785.178 |
| Variance | 0.0013036542 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 115451 | |
| 0.066 | 38379 | 12.4% |
| 0.069 | 32257 | 10.4% |
| 0.059 | 15623 | 5.0% |
| 0.056 | 13521 | 4.4% |
| 0.062 | 12864 | 4.2% |
| 0.052 | 11037 | 3.6% |
| 0.042 | 9564 | 3.1% |
| 0.073 | 5346 | 1.7% |
| 0.075 | 5053 | 1.6% |
| Other values (105) | 50297 |
| Value | Count | Frequency (%) |
| 0 | 115451 | |
| 0.009166666667 | 12 | < 0.1% |
| 0.01 | 9 | < 0.1% |
| 0.01666666667 | 74 | < 0.1% |
| 0.02083333333 | 6 | < 0.1% |
| 0.021 | 2155 | 0.7% |
| 0.025 | 546 | 0.2% |
| 0.02916666667 | 519 | 0.2% |
| 0.03 | 41 | < 0.1% |
| 0.03041666667 | 34 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.25 | 156 | 0.1% |
| 0.2416666667 | 148 | < 0.1% |
| 0.2333333333 | 149 | < 0.1% |
| 0.1833333333 | 171 | 0.1% |
| 0.1666666667 | 48 | < 0.1% |
| 0.1583333333 | 560 | |
| 0.152 | 324 | |
| 0.15 | 567 | |
| 0.146 | 63 | < 0.1% |
| 0.1416666667 | 590 |
bolus_volume_delivered
Real number (ℝ)
Zeros 
| Distinct | 165 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.066057623 |
| Minimum | -3 |
|---|---|
| Maximum | 19.8 |
| Zeros | 305797 |
| Zeros (%) | 98.8% |
| Negative | 4 |
| Negative (%) | < 0.1% |
| Memory size | 2.4 MiB |
Quantile statistics
| Minimum | -3 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 19.8 |
| Range | 22.8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.75507471 |
|---|---|
| Coefficient of variation (CV) | 11.430546 |
| Kurtosis | 193.46635 |
| Mean | 0.066057623 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.43617 |
| Sum | 20437.7 |
| Variance | 0.57013782 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 305797 | |
| 2 | 532 | 0.2% |
| 10 | 429 | 0.1% |
| 3 | 319 | 0.1% |
| 12 | 314 | 0.1% |
| 1 | 287 | 0.1% |
| 8 | 238 | 0.1% |
| 4 | 143 | < 0.1% |
| 9 | 118 | < 0.1% |
| 5 | 110 | < 0.1% |
| Other values (155) | 1105 | 0.4% |
| Value | Count | Frequency (%) |
| -3 | 1 | < 0.1% |
| -1 | 3 | < 0.1% |
| 0 | 305797 | |
| 0.03 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.18 | 1 | < 0.1% |
| 0.2 | 6 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| 0.3 | 8 | < 0.1% |
| 0.35 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 19.8 | 1 | |
| 18.8 | 1 | |
| 18 | 2 | |
| 17.6 | 1 | |
| 17.2 | 1 | |
| 17 | 1 | |
| 16.8 | 1 | |
| 16.4 | 1 | |
| 16.2 | 1 | |
| 16.1 | 1 |
carb_input
Real number (ℝ)
Skewed  Zeros 
| Distinct | 54 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05271775 |
| Minimum | 0 |
|---|---|
| Maximum | 130 |
| Zeros | 306746 |
| Zeros (%) | 99.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 130 |
| Range | 130 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.5054328 |
|---|---|
| Coefficient of variation (CV) | 28.556469 |
| Kurtosis | 4176.2843 |
| Mean | 0.05271775 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 61.346128 |
| Sum | 16310.45 |
| Variance | 2.2663279 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 306746 | |
| 1 | 456 | 0.1% |
| 4 | 425 | 0.1% |
| 2 | 361 | 0.1% |
| 3 | 316 | 0.1% |
| 5 | 300 | 0.1% |
| 6 | 226 | 0.1% |
| 0.5 | 78 | < 0.1% |
| 7 | 75 | < 0.1% |
| 1.5 | 72 | < 0.1% |
| Other values (44) | 337 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 306746 | |
| 0.5 | 78 | < 0.1% |
| 1 | 456 | 0.1% |
| 1.25 | 2 | < 0.1% |
| 1.5 | 72 | < 0.1% |
| 1.6 | 3 | < 0.1% |
| 2 | 361 | 0.1% |
| 2.1 | 1 | < 0.1% |
| 2.25 | 1 | < 0.1% |
| 2.3 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 130 | 1 | < 0.1% |
| 120 | 6 | < 0.1% |
| 110 | 17 | |
| 105 | 1 | < 0.1% |
| 103 | 1 | < 0.1% |
| 101 | 1 | < 0.1% |
| 100 | 13 | |
| 90 | 9 | |
| 80 | 2 | < 0.1% |
| 79 | 1 | < 0.1% |
Patient_ID
Categorical
High correlation 
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.1 MiB |
| HUPA0027P | |
|---|---|
| HUPA0026P | |
| HUPA0028P | |
| HUPA0001P | 4096 |
| HUPA0022P | 4023 |
| Other values (20) |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 9 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | HUPA0023P |
|---|---|
| 2nd row | HUPA0023P |
| 3rd row | HUPA0023P |
| 4th row | HUPA0023P |
| 5th row | HUPA0023P |
Common Values
| Value | Count | Frequency (%) |
| HUPA0027P | 165306 | |
| HUPA0026P | 40605 | 13.1% |
| HUPA0028P | 25902 | 8.4% |
| HUPA0001P | 4096 | 1.3% |
| HUPA0022P | 4023 | 1.3% |
| HUPA0025P | 4006 | 1.3% |
| HUPA0023P | 3919 | 1.3% |
| HUPA0018P | 3895 | 1.3% |
| HUPA0005P | 3858 | 1.2% |
| HUPA0007P | 3857 | 1.2% |
| Other values (15) | 49925 | 16.1% |
Length
| Value | Count | Frequency (%) |
| hupa0027p | 165306 | |
| hupa0026p | 40605 | 13.1% |
| hupa0028p | 25902 | 8.4% |
| hupa0001p | 4096 | 1.3% |
| hupa0022p | 4023 | 1.3% |
| hupa0025p | 4006 | 1.3% |
| hupa0023p | 3919 | 1.3% |
| hupa0018p | 3895 | 1.3% |
| hupa0005p | 3858 | 1.2% |
| hupa0007p | 3857 | 1.2% |
| Other values (15) | 49925 | 16.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 652670 | |
| P | 618784 | |
| H | 309392 | |
| U | 309392 | |
| A | 309392 | |
| 2 | 259072 | 9.3% |
| 7 | 172762 | 6.2% |
| 6 | 46730 | 1.7% |
| 1 | 39754 | 1.4% |
| 8 | 29797 | 1.1% |
| Other values (4) | 36783 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2784528 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 652670 | |
| P | 618784 | |
| H | 309392 | |
| U | 309392 | |
| A | 309392 | |
| 2 | 259072 | 9.3% |
| 7 | 172762 | 6.2% |
| 6 | 46730 | 1.7% |
| 1 | 39754 | 1.4% |
| 8 | 29797 | 1.1% |
| Other values (4) | 36783 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2784528 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 652670 | |
| P | 618784 | |
| H | 309392 | |
| U | 309392 | |
| A | 309392 | |
| 2 | 259072 | 9.3% |
| 7 | 172762 | 6.2% |
| 6 | 46730 | 1.7% |
| 1 | 39754 | 1.4% |
| 8 | 29797 | 1.1% |
| Other values (4) | 36783 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2784528 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 652670 | |
| P | 618784 | |
| H | 309392 | |
| U | 309392 | |
| A | 309392 | |
| 2 | 259072 | 9.3% |
| 7 | 172762 | 6.2% |
| 6 | 46730 | 1.7% |
| 1 | 39754 | 1.4% |
| 8 | 29797 | 1.1% |
| Other values (4) | 36783 | 1.3% |
Interactions
Correlations
| Patient_ID | Unnamed: 0 | basal_rate | bolus_volume_delivered | calories | carb_input | glucose | heart_rate | steps | |
|---|---|---|---|---|---|---|---|---|---|
| Patient_ID | 1.000 | 0.638 | 0.428 | 0.033 | 0.072 | 0.042 | 0.143 | 0.149 | 0.068 |
| Unnamed: 0 | 0.638 | 1.000 | -0.022 | -0.011 | -0.107 | -0.022 | 0.064 | 0.151 | 0.046 |
| basal_rate | 0.428 | -0.022 | 1.000 | 0.030 | 0.133 | 0.020 | -0.031 | -0.056 | 0.017 |
| bolus_volume_delivered | 0.033 | -0.011 | 0.030 | 1.000 | 0.051 | 0.462 | 0.039 | 0.033 | 0.044 |
| calories | 0.072 | -0.107 | 0.133 | 0.051 | 1.000 | 0.051 | -0.019 | 0.440 | 0.666 |
| carb_input | 0.042 | -0.022 | 0.020 | 0.462 | 0.051 | 1.000 | -0.036 | 0.030 | 0.038 |
| glucose | 0.143 | 0.064 | -0.031 | 0.039 | -0.019 | -0.036 | 1.000 | 0.119 | 0.075 |
| heart_rate | 0.149 | 0.151 | -0.056 | 0.033 | 0.440 | 0.030 | 0.119 | 1.000 | 0.525 |
| steps | 0.068 | 0.046 | 0.017 | 0.044 | 0.666 | 0.038 | 0.075 | 0.525 | 1.000 |
Missing values
Sample
| Unnamed: 0 | time | glucose | calories | heart_rate | steps | basal_rate | bolus_volume_delivered | carb_input | Patient_ID | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2020-01-17T00:00:00 | 40.000000 | 15.0429 | 96.371901 | 8.0 | 0.035 | 0.0 | 1.0 | HUPA0023P |
| 1 | 1 | 2020-01-17T00:05:00 | 41.333333 | 8.3164 | 91.395349 | 0.0 | 0.035 | 0.0 | 0.0 | HUPA0023P |
| 2 | 2 | 2020-01-17T00:10:00 | 42.666667 | 7.5826 | 85.991935 | 0.0 | 0.035 | 0.0 | 0.0 | HUPA0023P |
| 3 | 3 | 2020-01-17T00:15:00 | 44.000000 | 7.3380 | 82.434426 | 0.0 | 0.035 | 0.0 | 0.0 | HUPA0023P |
| 4 | 4 | 2020-01-17T00:20:00 | 50.000000 | 7.5826 | 78.822581 | 0.0 | 0.035 | 0.0 | 0.0 | HUPA0023P |
| 5 | 5 | 2020-01-17T00:25:00 | 56.000000 | 7.5826 | 81.101562 | 0.0 | 0.035 | 0.0 | 0.0 | HUPA0023P |
| 6 | 6 | 2020-01-17T00:30:00 | 62.000000 | 7.3380 | 71.941667 | 0.0 | 0.035 | 0.0 | 0.0 | HUPA0023P |
| 7 | 7 | 2020-01-17T00:35:00 | 71.666667 | 7.7049 | 76.688000 | 0.0 | 0.035 | 0.0 | 0.0 | HUPA0023P |
| 8 | 8 | 2020-01-17T00:40:00 | 81.333333 | 11.0070 | 73.793893 | 0.0 | 0.035 | 0.0 | 0.0 | HUPA0023P |
| 9 | 9 | 2020-01-17T00:45:00 | 91.000000 | 6.6042 | 71.171875 | 0.0 | 0.035 | 0.0 | 0.0 | HUPA0023P |
| Unnamed: 0 | time | glucose | calories | heart_rate | steps | basal_rate | bolus_volume_delivered | carb_input | Patient_ID | |
|---|---|---|---|---|---|---|---|---|---|---|
| 309382 | 309382 | 2019-07-13T17:55:00 | 63.666667 | 18.54848 | 83.790323 | 135.0 | 0.152 | 0.0 | 0.0 | HUPA0020P |
| 309383 | 309383 | 2019-07-13T18:00:00 | 62.000000 | 14.77408 | 81.641509 | 115.0 | 0.152 | 0.0 | 0.0 | HUPA0020P |
| 309384 | 309384 | 2019-07-13T18:05:00 | 61.333333 | 8.08800 | 80.044444 | 0.0 | 0.152 | 0.0 | 0.0 | HUPA0020P |
| 309385 | 309385 | 2019-07-13T18:10:00 | 60.666667 | 6.68608 | 82.436090 | 0.0 | 0.152 | 0.0 | 0.0 | HUPA0020P |
| 309386 | 309386 | 2019-07-13T18:15:00 | 60.000000 | 9.81344 | 81.559055 | 0.0 | 0.152 | 0.0 | 0.0 | HUPA0020P |
| 309387 | 309387 | 2019-07-13T18:20:00 | 70.000000 | 13.58784 | 85.123967 | 61.0 | 0.152 | 0.0 | 0.0 | HUPA0020P |
| 309388 | 309388 | 2019-07-13T18:25:00 | 80.000000 | 6.57824 | 81.886179 | 0.0 | 0.152 | 0.0 | 0.0 | HUPA0020P |
| 309389 | 309389 | 2019-07-13T18:30:00 | 90.000000 | 6.90176 | 84.046154 | 0.0 | 0.152 | 0.0 | 0.0 | HUPA0020P |
| 309390 | 309390 | 2019-07-13T18:35:00 | 108.666667 | 6.47040 | 82.110236 | 0.0 | 0.152 | 0.0 | 0.0 | HUPA0020P |
| 309391 | 309391 | 2019-07-13T18:40:00 | 127.333333 | 5.60768 | 85.696970 | 0.0 | 0.152 | 0.0 | 0.0 | HUPA0020P |